{"id":"W4414331086","doi":"10.1177/12034754251368840","title":"Current Understanding of Seborrheic Dermatitis: Epidemiology, Burden of Disease, and Pathophysiology","year":2025,"lang":"en","type":"article","venue":"Journal of Cutaneous Medicine and Surgery","topic":"Nail Diseases and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Health Sciences Centre; Sunnybrook Health Science Centre; Canadian Institute for Energy Training; Women's College Hospital; Dalhousie University; Oakville-Trafalgar Memorial Hospital; University of Manitoba; Hôtel-Dieu de Québec; University of Calgary; Lynde Centre for Dermatology; Western University; University of Toronto; McMaster University; SKiN Health; University of British Columbia; Probity Medical Research","funders":"","keywords":"Seborrheic dermatitis; Malassezia; Skin barrier; Microbiome; Etiology; Seborrhoeic dermatitis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001306983,0.0006078708,0.001084416,0.00204736,0.0002703959,0.002083923,0.0006364016,0.001125141,0.003865827],"category_scores_gemma":[0.002511185,0.0002952784,0.0007323093,0.002001259,0.0006816715,0.002139509,0.0007749274,0.001356038,0.0008817867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008085939,"about_ca_system_score_gemma":0.001753233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002936036,"about_ca_topic_score_gemma":0.002644963,"domain_scores_codex":[0.9993697,0.0001494518,0.0001232424,0.0001519822,0.00014783,0.000057882],"domain_scores_gemma":[0.998305,0.0008954747,0.0003465457,0.00005149301,0.0003073998,0.00009415521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002119529,0.00007521944,0.0102544,0.02032405,0.0003248449,0.0004346205,0.0005978925,0.0004700596,0.002149825,0.005370977,0.02827262,0.9315135],"study_design_scores_gemma":[0.00003980701,0.0003678578,0.04581416,0.0347612,0.001274642,0.009705858,0.001854132,0.0007394881,0.001062184,0.01453145,0.8897336,0.0001157646],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002217569,0.9912776,0.0007629996,0.003487977,0.0002690722,0.000009320891,0.0001744281,0.0000315294,0.001769438],"genre_scores_gemma":[0.01216285,0.9842446,0.001146071,0.001030526,0.0007015631,0.00001476391,0.0002211682,0.00000664752,0.0004716567],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003865827,"threshold_uncertainty_score":0.01293254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0528444539177854,"score_gpt":0.3346057275688664,"score_spread":0.281761273651081,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}